Lattices from Linear Codes: Source and Channel Networks

02/23/2022
by   Farhad Shirani, et al.
0

In this paper, we consider the information-theoretic characterization of the set of achievable rates and distortions in a broad class of multiterminal communication scenarios with general continuous-valued sources and channels. A framework is presented which involves fine discretization of the source and channel variables followed by communication over the resulting discretized network. In order to evaluate fundamental performance limits, convergence results for information measures are provided under the proposed discretization process. Using this framework, we consider point-to-point source coding and channel coding with side-information, distributed source coding with distortion constraints, the function reconstruction problems (two-help-one), computation over multiple access channel, the interference channel, and the multiple-descriptions source coding problem. We construct lattice-like codes for general sources and channels, and derive inner-bounds to set of achievable rates and distortions in these communication scenarios.

READ FULL TEXT
research
11/14/2022

A Lego-Brick Approach to Coding for Network Communication

Coding schemes for several problems in network information theory are co...
research
03/26/2020

Information-Theoretic Foundations of Mismatched Decoding

Shannon's channel coding theorem characterizes the maximal rate of infor...
research
11/14/2007

On the Information Rates of the Plenoptic Function

The plenoptic function (Adelson and Bergen, 91) describes the visual in...
research
12/10/2018

A Unified Framework for One-shot Achievability via the Poisson Matching Lemma

We introduce a fundamental lemma called the Poisson matching lemma, and ...
research
06/08/2023

A Graph-Based Approach to the Computation of Rate-Distortion and Capacity-Cost Functions with Side Information

We consider the point-to-point lossy coding for computing and channel co...
research
05/12/2019

Structured Mappings and Conferencing Common Information for Multiple-access Channels

In this work, we study two problems: three-user Multiple-Access Channel ...
research
10/03/2018

Lattice-based Robust Distributed Source Coding

In this paper, we propose a lattice-based robust distributed source codi...

Please sign up or login with your details

Forgot password? Click here to reset